0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.0K

Stars

YARA

Language

690.5K

Lines of Code

12.2K

Files

110

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 49 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 1.5/100 · LOW

Which changes need focused human review? 110 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 4MEDIUM 37LOW 69

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 110 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators20 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	139	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	225	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	227	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	300	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	302	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	368	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	370	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	192	# ── Load state ───────────────────────────────────────────────────	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	205	# ── Load existing data (if any) ──────────────────────────────────	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	214	# ── Get commits ──────────────────────────────────────────────────	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	234	# ── Process ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Lists/TOR/build_tor_history.py	265	# ── Merge periods ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Lists/TOR/build_tor_history.py	270	# ── Compute stats for the data feed ──────────────────────────────	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	290	# ── Write clean data feed (no script state) ──────────────────────	COMMENT
MEDIUM	Lists/TOR/build_tor_history.py	305	# ── Write state separately ───────────────────────────────────────	COMMENT

Self-Referential Comments12 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	Lists/RMM/update_RMM_detection.py	43	# Create a DataFrame from the filtered rows	COMMENT
MEDIUM	Lists/RMM/update_RMM_detection.py	60	# Create a directory for the tool	COMMENT
MEDIUM	Lists/RMM/update_RMM_detection.py	63	# Create a DataFrame for the tool	COMMENT
MEDIUM	Lists/TOR/Get_TOR_IOCs.py	101	# Define a unique key based on IP and port, or just IP if there's no port	STRING
MEDIUM	Lists/Phishing/redflag_domains/fetch_redflagdomains.py	4	# Define the source URL and output filename	COMMENT
MEDIUM	…hing/phishing_army/fetch_phishing_army_domains_list.py	5	# Define the source URL and output filename	COMMENT
MEDIUM	Lists/Phishing/phishing-db/fetch_phishing_domains.py	5	# Define the source URL and output filename	COMMENT
MEDIUM	.github/workflows/Proxy list update monosans.yml	18	# Define the target directory	COMMENT
MEDIUM	.github/workflows/Proxy list update TheSpeedX.yml	18	# Define the target directory	COMMENT
MEDIUM	.github/workflows/Proxy list update hideip.me.yml	18	# Define the target directory	COMMENT
MEDIUM	…s/Proxy list update maximilianfeix free-proxy-list.yml	18	# Define the target directory	COMMENT
MEDIUM	…rkflows/Proxy list update proxmint free-proxy-list.yml	18	# Define the target directory	COMMENT

Excessive Try-Catch Wrapping28 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	…lation_maxmind_geo_db/fetch_maxmind_databases_daily.py	53	print(f"Error: No extracted folder found for {db_name}")	CODE
LOW	…ains/sinkholed_servers/search_for_sinkholed_servers.py	25	except Exception as e:	CODE
LOW	…ains/sinkholed_servers/search_for_sinkholed_servers.py	32	except Exception as e:	CODE
LOW	…sts/Domains/sinkholed_servers/transform_csv_to_json.py	30	except Exception as e:	CODE
LOW	Lists/Domains/DNSDB/TOP1M_DNSDB.py	231	except Exception:	STRING
LOW	Lists/Domains/C2IntelFeed/fetch_feeds.py	347	except Exception as e:	CODE
LOW	Lists/Drivers/get_loldriver_list.py	28	except Exception as e:	CODE
MEDIUM	Lists/Drivers/get_loldriver_list.py	4	def fetch_csv(url, output_file):	CODE
LOW	Lists/Drivers/get_microsoft_vulnerable_drivers_list.py	212	except Exception as e:	CODE
MEDIUM	Lists/PROXY/sunny9577_proxy-scraper/fetch_proxies.py	42	print(f"Error processing {proxy_file}: {e}")	CODE
LOW	Lists/PROXY/proxyscrape.com/fetch_proxy_list.py	75	except Exception as e:	CODE
MEDIUM	Lists/PROXY/proxyscrape.com/fetch_proxy_list.py	15	def download_proxy_list():	CODE
LOW	…VPN/SurfSharkVPN/fetch_surfshark_servers_ip_address.py	84	except Exception as e:	CODE
LOW	…VPN/SurfSharkVPN/fetch_surfshark_servers_ip_address.py	95	except Exception as e:	CODE
MEDIUM	…VPN/SurfSharkVPN/fetch_surfshark_servers_ip_address.py	20	def download_zip(url, zip_path):	CODE
LOW⚡	Lists/Others/splunk/splunk_vuln_check.py	168	except Exception:	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	587	except Exception as e:	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	599	except Exception as e:	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	765	except Exception as e:	CODE
LOW	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	438	except Exception as exc:	CODE
LOW	Lists/TOR/build_tor_history.py	108	except Exception:	CODE
LOW⚡	Lists/TOR/build_tor_history.py	261	except Exception as e:	CODE
LOW	Lists/TLDs/fetch_valid_tlds.py	143	except Exception as e:	CODE
LOW	Lists/Phishing/DNSTWIST/get_dnstwist.py	23	except Exception as e:	CODE
LOW	Lists/Phishing/DNSTWIST/get_dnstwist.py	38	except Exception as e:	CODE
LOW	Lists/Phishing/DNSTWIST/get_dnstwist.py	52	except Exception as e:	CODE
LOW	Lists/Phishing/DNSTWIST/get_dnstwist.py	91	except Exception as e:	CODE
LOW	Lists/IP/Threatfox/fetch_threatfox_ip_port.py	48	except Exception as e:	CODE

Deep Nesting20 hits · 20 pts

Severity	File	Line	Context
LOW	_utils/create_bookmarks_file_to_import.py	21	CODE
LOW	…ains/sinkholed_servers/search_for_sinkholed_servers.py	12	CODE
LOW	…ains/sinkholed_servers/search_for_sinkholed_servers.py	35	CODE
LOW	Lists/Domains/DNSDB/TOP1M_DNSDB.py	103	CODE
LOW	Lists/Drivers/get_loldriver_list.py	14	CODE
LOW	Lists/PROXY/sunny9577_proxy-scraper/fetch_proxies.py	19	CODE
LOW	Lists/PROXY/openproxylist.xyz/fetch_proxy_list.py	4	CODE
LOW	Lists/PROXY/TheSpeedX_Proxy/create_lookup_file.py	5	CODE
LOW	Lists/PROXY/hideip.me/create_lookup_file.py	5	CODE
LOW	…ddress_Company_List/Zscaler/fetch_zscaler_ip_ranges.py	29	CODE
LOW	…st/Microsoft/Get_Microsoft_IP_Ranges_From_Microsoft.py	77	CODE
LOW	…st/Microsoft/Get_Microsoft_IP_Ranges_From_Microsoft.py	93	CODE
LOW	…ges_IP_Address_Company_List/bgp.he.net/get_ip_range.py	14	CODE
LOW	Lists/VPN/create_all_vpn_ip_list.py	4	CODE
LOW	…VPN/SurfSharkVPN/fetch_surfshark_servers_ip_address.py	73	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	159	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	309	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	456	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	567	CODE
LOW	Lists/TOR/build_tor_history.py	183	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	Lists/Domains/DNSDB/TOP1M_DNSDB.py	231	except Exception:	CODE
HIGH	Lists/Others/splunk/splunk_vuln_check.py	168	except Exception:	CODE
HIGH	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	116	except ValueError:	CODE
HIGH	Lists/TOR/build_tor_history.py	77	except ValueError:	CODE

Hyper-Verbose Identifiers12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	Lists/Domains/DNSDB/TOP1M_DNSDB.py	103	async def run_massdns_with_live_output(input_file, resolvers_file, total_queries):	STRING
LOW	Lists/Drivers/get_microsoft_vulnerable_drivers_list.py	89	def flatten_single_root_folder(destination: Path) -> None:	CODE
LOW	…st/Microsoft/Get_Microsoft_IP_Ranges_From_Microsoft.py	42	def extract_service_tags_to_folders(json_file, output_dir):	CODE
LOW	…st/Microsoft/Get_Microsoft_IP_Ranges_From_Microsoft.py	77	def json_to_custom_csv_service_tags(json_file, csv_file):	CODE
LOW	…st/Microsoft/Get_Microsoft_IP_Ranges_From_Microsoft.py	93	def json_to_custom_csv_office_worldwide(json_file, csv_file):	CODE
LOW	Lists/VPN/NordVPN/get_nordvpn_ips_list.py	50	def fetch_ips_from_github_csv(github_url):	CODE
LOW⚡	Lists/Others/splunk/splunk_vuln_check.py	149	def extract_advisory_urls_from_homepage(timeout):	CODE
LOW⚡	Lists/Others/splunk/splunk_vuln_check.py	159	def extract_advisory_urls_from_rss(timeout):	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	274	def get_product_status_section(lines):	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	412	def parse_product_status_line(line):	CODE
LOW	Lists/Others/splunk/splunk_vuln_check.py	456	def parse_product_status_rows(lines):	CODE
LOW	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	121	def severity_and_category_for_reason(reason: str) -> tuple[str, str]:	CODE

Unused Imports9 hits · 9 pts

Severity	File	Line	Context
LOW	Lists/Domains/TOP1M/download_and_merge_TOP1M.py	3	CODE
LOW	Lists/Drivers/get_microsoft_vulnerable_drivers_list.py	4	CODE
LOW	Lists/PROXY/sunny9577_proxy-scraper/fetch_proxies.py	1	CODE
LOW	Lists/PROXY/proxyscrape.com/fetch_proxy_list.py	1	CODE
LOW	Lists/PROXY/TheSpeedX_Proxy/create_lookup_file.py	3	CODE
LOW	…ist/Cloud Hosting Providers/AWS/update_aws_ip_range.py	5	CODE
LOW	Lists/VPN/NordVPN/get_nordvpn_ips_list.py	3	CODE
LOW	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	21	CODE
LOW	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	32	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	_utils/create_bookmarks_file_to_import.py	46	# Check if line is a header	COMMENT
LOW	Lists/Phishing/DNSTWIST/get_dnstwist.py	85	# Check if the argument is a file or a list of domains	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	Lists/VPN/NordVPN/get_nordvpn_ips_list.py	1	import requests	COMMENT
LOW	Lists/VPN/NordVPN/get_nordvpn_ips_list.py	21	# for ovpn_url in ovpn_urls:	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Lists/VSCODE Extensions/build_vscode_extensions_feed.py	104		CODE

mthcht/awesome-lists

Open-Source Code Quality, Security and Technical Debt Review